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Canadian Immigration Dashboard [ CID ]
Perspective API

Toxicity Scores & Embeddings

Search and explore comments with their Perspective API toxicity/prosocial scores alongside AI sentiment labels.

Communalytic | Toxicity & prosocial scores, embeddings, and clusters generated via Communalytic (Social Media Lab, Toronto Metropolitan University) using Google's Perspective API.
Toxicity Scored
55,769
9.3% of 596,542 total
Prosocial Scored
54,229
Embeddings
55,418
403 clusters
Avg Tox / Con
0.245 / 0.328

Summary Charts

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All 13 Dimensions

Score Distribution

Scored: 55,769
Unscored: 596,542 remaining
9.3% complete
{# Expects: explorer_rows, explorer_total, explorer_pages, current_page, page_range, filter_opts, f_q, f_polarity, f_tox_min, f_tox_max, f_sort, f_cluster, f_scope, explorer_reset_url #}

Comment Explorer

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "We are the bad guys …" 61 comments · Page 2 of 3
HEY!!!!!!! Can you stay focused on the real bad guy!!! You know...the guy in the U.S. trying to make treaties and deals that benefit HIS Nation!!!! I know he isn't sneaking accross your border, robbing …
HEY!!!!!!! Can you stay focused on the real bad guy!!! You know...the guy in the U.S. trying to make treaties and deals that benefit HIS Nation!!!! I know he isn't sneaking accross your border, robbing people, stealing, beating, killing, shooting, selling drugs, sucking up free Canadian tax dollars in free benefits, taking housing and medical care away from citizens...BUT the " we got your back Carney " msm tells me that the U.S. ( which buys 70+% ) of Canadian exports..is the real problem.
Identity Attack0.17070955
Insult0.35505778
Profanity0.108590275
Threat0.1954604
Severe Toxicity0.023076924
Moderate 0.3972142 Constructive 0.503 Fear_Threat
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Immediately check that racist guy’s hard drive. That being said. It is disheartening to see some bad immigrants ruining it for the majority immigrants who are genuinely working hard to have a better life.
Immediately check that racist guy’s hard drive. That being said. It is disheartening to see some bad immigrants ruining it for the majority immigrants who are genuinely working hard to have a better life.
Identity Attack0.37292135
Insult0.36939126
Profanity0.037904397
Threat0.009644418
Severe Toxicity0.011291504
Moderate 0.38601747 Moderate Con 0.481 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
As an indian, I feel sad to see that this is Canada, nobody would want anyone's country to change like this. pls deport most of them, they can't even speak English. Only allow highly educated, …
As an indian, I feel sad to see that this is Canada, nobody would want anyone's country to change like this. pls deport most of them, they can't even speak English. Only allow highly educated, skilled people; race doesn't matter, even that nurse guy should be deported. Don't allow any indian asylum seekers because India is poor, not as bad as a war-ridden country only allow doctors, engineers, and scientists, and businessmen with a master's degree, and don't allow Punjabi guys, they are less educated and quite erratic. Please check if they have any criminal history, and this applies to all immigrants who are not from Europe or Southeast Asia, etc You guys don't need indian truckers and janitors. pls don't be racist. Remember, 15% of all Canadian doctors are indian
Identity Attack0.46028158
Insult0.30326313
Profanity0.075792134
Threat0.046541955
Severe Toxicity0.023076924
Moderate 0.3827457 Constructive 0.616
Oct 25, 2025 Inside Canada's Indian Metropolis (Brampton)
I can only see bad comments and racism from fellow white people. I don’t see any hatred from the other people. Guys not good.
I can only see bad comments and racism from fellow white people. I don’t see any hatred from the other people. Guys not good.
Identity Attack0.40713623
Insult0.21135417
Profanity0.068967216
Threat0.009256045
Severe Toxicity0.013543231
Moderate 0.37751234 Moderate Con 0.458 Moral_Argument
Nov 24, 2025 Inside Canada's Indian Metropolis (Brampton)
That polish guy think indian immigrants are bad, while he himself is an immigrant.
That polish guy think indian immigrants are bad, while he himself is an immigrant.
Identity Attack0.45348886
Insult0.25007802
Profanity0.11292298
Threat0.009747985
Severe Toxicity0.014188796
Moderate 0.37751234 Low Con 0.292
Oct 14, 2025 27 likes Inside Canada's Indian Metropolis (Brampton)
Dude, you could show something bad as a result of this. All you showed are some disgruntled white people. Like, how is this having a negative impact? So far the biggest complaint seems to be …
Dude, you could show something bad as a result of this. All you showed are some disgruntled white people. Like, how is this having a negative impact? So far the biggest complaint seems to be “they trade among themselves”. And that “themselves” include anyone who trade with them as the Pakistani guy said. So white people used to trade among themselves and having a system tilted towards them was “great” but brown people doing the same is bad? So just pure and simple xenophobia? Or is it “bad” in any measurable outcome? Economy, crime, employment?
Identity Attack0.43896464
Insult0.27558193
Profanity0.12286829
Threat0.012181788
Severe Toxicity0.017803956
Moderate 0.37751234 Constructive 0.539
Sep 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Lmaoooo you know its bad when the indian guy says its too much! 🤣🤣
Lmaoooo you know its bad when the indian guy says its too much! 🤣🤣
Identity Attack0.37507164
Insult0.14331897
Profanity0.18909787
Threat0.012130005
Severe Toxicity0.022064678
Moderate 0.37751234 Low Con 0.237 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Interracial/integration/Multiculturalism/Kosher White Genocide is Always a bad thing and it’s Not just the Indians there are Many Malaysians, Chinese, Blacks and others as well. That One White Guy with the Bike is very based and …
Interracial/integration/Multiculturalism/Kosher White Genocide is Always a bad thing and it’s Not just the Indians there are Many Malaysians, Chinese, Blacks and others as well. That One White Guy with the Bike is very based and that Council Woman is pretty based too.
Identity Attack0.44690517
Insult0.16861114
Profanity0.12374964
Threat0.050098058
Severe Toxicity0.023076924
Moderate 0.37694603 Constructive 0.557 Identity_Assertion
Mar 1, 2026 Inside Canada's Indian Invasion...
bruh im living in brampton rn as a white guy and i must say it is so bad. only benefit is driving a subaru in snow and smokin them all in the streets.
bruh im living in brampton rn as a white guy and i must say it is so bad. only benefit is driving a subaru in snow and smokin them all in the streets.
Identity Attack0.3817989
Insult0.16824563
Profanity0.20700185
Threat0.13633445
Severe Toxicity0.023076924
Moderate 0.37576625 Moderate Con 0.42
Jan 27, 2026 Inside Canada's Indian Invasion...
The comments on this video makes me sick. As a Canadian it genuinely disturbs me to read all the extremely racist rhetoric from people who I think better of. None of this video had any …
The comments on this video makes me sick. As a Canadian it genuinely disturbs me to read all the extremely racist rhetoric from people who I think better of. None of this video had any facts or anything. He just interviewed a racist guy on a bike and suddenly everyone thinks that is fact? If you actually did any real research, immigration has stimulated the Canadian economy immensely whether or not people want to believe it. And multiculturalism and sharing cultures will never be a bad thing. Racism will never be okay for Canadians. Stop it.
Identity Attack0.25309357
Insult0.3388922
Profanity0.057944927
Threat0.009204263
Severe Toxicity0.013285006
Moderate 0.36095104 Constructive 0.708 Moral_Argument
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
Sounds like canada wants to follow the big bad Trump and America lol i thought we were the bad guys and yall love illegals
Sounds like canada wants to follow the big bad Trump and America lol i thought we were the bad guys and yall love illegals
Identity Attack0.33352965
Insult0.2679134
Profanity0.040409464
Threat0.007534259
Severe Toxicity0.009689331
Moderate 0.3389984 Low Con 0.222 Comparative_Framing
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Dude this was so risky meetint up with that guy bro im honestly thanking god you didnt get mugged by some down bad punjabi dude
Dude this was so risky meetint up with that guy bro im honestly thanking god you didnt get mugged by some down bad punjabi dude
Identity Attack0.23998553
Insult0.18977246
Profanity0.20916378
Threat0.056563694
Severe Toxicity0.020515325
Moderate 0.33836752 Moderate Con 0.426 Fear_Threat
Feb 14, 2026 Inside Canada's Indian Invasion...
Personally as an Indian, I really feel bad about it. Unfortunately, we DO go to other countries for a chance at better life and dignity, but a lot us Indians then start to feel privileged …
Personally as an Indian, I really feel bad about it. Unfortunately, we DO go to other countries for a chance at better life and dignity, but a lot us Indians then start to feel privileged and entitled and do not adapt to the culture of the country they are in, and force their own cultures and individual beliefs. This sucks, especially as a young guy who dreams of living in other countries, while respecting their cultures and planning to adapt to them. Even in India too, we don't really pay much taxes since we know its gonna go into corruption anyway, so the Immigrant residents in Brampton may have carried forward that practice as their habit. This gets a lot of us good folks, generalized for no reason too, Although, I do understand the anti-Indian sentiments foreigners have towards us, but again.. not every Indian are like that, since it has also been pointed out by few others. Although, I AM genuinely sorry for the problems Canadians might be facing in Brampton right now
Identity Attack0.2846865
Insult0.19225755
Profanity0.33023968
Threat0.01187109
Severe Toxicity0.019998873
Moderate 0.32919475 Constructive 0.851
Dec 9, 2025 Inside Canada's Indian Metropolis (Brampton)
Now i dont mean to incite violence, but @1:39 this phrase makes a guy do some thinking. Something something, one bad apple to ruin the bunch... Something something, they would have us beheaded in their …
Now i dont mean to incite violence, but @1:39 this phrase makes a guy do some thinking. Something something, one bad apple to ruin the bunch... Something something, they would have us beheaded in their country... Something something, they despise us for not accepting their fake god... I dont mean to say there is a limit the people can take before they start opposing those protests and riots in the streets. but as Somebody who has never had or wanted to have a hateful bone in my body. Why do these cultists spark so much (and it pains me to even say this but) hatred in me.
Identity Attack0.17226285
Insult0.24835461
Profanity0.21781154
Threat0.13178273
Severe Toxicity0.01935331
Moderate 0.3260917 Constructive 0.624 Fear_Threat
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Honestly, the only problem I see here…. is Tyler. The dude is constantly “investigating” people of color and exposing their “wrongdoings”. Why aren’t there videos of him exposing white people taking over Bali, Mexico City, …
Honestly, the only problem I see here…. is Tyler. The dude is constantly “investigating” people of color and exposing their “wrongdoings”. Why aren’t there videos of him exposing white people taking over Bali, Mexico City, Costa Rica and the issues it causes for the locals who cant afford their rent anymore? Why not investigate what really happened to our food prices when the tariffs were implemented? Or how corporate profits are at all time highs when the middle class is struggling. Or maybe expose the real data behind the ICE arrests and how 70%+ of those being captured/deported have never committed a crime in the US… His videos re-enforce a narrative that is incredibly toxic and dangerous for the United States and world as a whole. Let me set this straight, immigration isn’t inherently a bad thing, people of color aren’t the only ones that do wrong things, do your own independent research and stop watching this guys videos.
Identity Attack0.32184324
Insult0.17486192
Profanity0.035148825
Threat0.009618527
Severe Toxicity0.008964539
Moderate 0.30854854 Constructive 0.681 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
a few years back Brampton had a mayoral election and one of the people running was this guy John Sprovieri and he received and email complaining that a white man should not even be running …
a few years back Brampton had a mayoral election and one of the people running was this guy John Sprovieri and he received and email complaining that a white man should not even be running because white people no longer have any business planning Bramptons future. He replied saying that people of all backgrounds want to come because of what white people built" he was sanctioned by the government for that comment and he was touted as a racist from then on. No comment was made about the indian woman who said white people shouldn't be allowed in the government in a Canadian city anymore. Last time I was in Brampton I was told to go back to my own country because I asked a group of indians who were playing indian music from concert volume speakers in a residential area at 1 am to turn it off. I don't think you captured a small fraction of how bad it is in Brampton.
Identity Attack0.3758158
Insult0.16853803
Profanity0.058445938
Threat0.013165667
Severe Toxicity0.0104522705
Moderate 0.3057765 Constructive 0.707 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
I live in Brampton it's bad, at least I live in the southern part where it's not quite as infested, but it's still bad. We used to play spot the white guy driving up the …
I live in Brampton it's bad, at least I live in the southern part where it's not quite as infested, but it's still bad. We used to play spot the white guy driving up the 410, and that was like 15 years ago.
Identity Attack0.32768643
Insult0.15485314
Profanity0.09292633
Threat0.014048163
Severe Toxicity0.013091337
Moderate 0.30464804 Constructive 0.653 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
This guy is just jealous that Indian Immigrants are the highest earning community in both US and Canada. Indians earn way more than avg American or Canadian or even any other immigrant community. The entire …
This guy is just jealous that Indian Immigrants are the highest earning community in both US and Canada. Indians earn way more than avg American or Canadian or even any other immigrant community. The entire video was stretched just to find one reason to show Indians are bad, but sadly you failed to show whats really wrong. People are living peacefully without disturbing anyone. Most of them are legal immigrants. Stop giving visas if you don’t want immigrants. Stop crying and compete with them if you have the potential.
Identity Attack0.2783691
Insult0.17610447
Profanity0.038655918
Threat0.009126588
Severe Toxicity0.008850098
Low Tox 0.28548008 Moderate Con 0.496 Moral_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Everyone was sugar coating how bad it really is, they don't wanna seem racist for speaking the truth. The guy with the bike was the only one speaking his mind. Canada's in peril...
Everyone was sugar coating how bad it really is, they don't wanna seem racist for speaking the truth. The guy with the bike was the only one speaking his mind. Canada's in peril...
Identity Attack0.17226285
Insult0.20668297
Profanity0.02392626
Threat0.010369381
Severe Toxicity0.0064086914
Low Tox 0.28547668 Constructive 0.564 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
What an awful piece of journalism. Uhh look at graph go up! Up mean bad! Claims of an increase in suspicious asylum claims. Any sources? What is the definition of a suspicious asylum claim? Housing …
What an awful piece of journalism. Uhh look at graph go up! Up mean bad! Claims of an increase in suspicious asylum claims. Any sources? What is the definition of a suspicious asylum claim? Housing prices go up due to increased immigration. Any sources? Do corporate landlords stalling out the market have anything to do with this? Does anyone actually think that "low skill" workers taking up "Canadian teenagers'" jobs are able to afford a house? Temporary foreign workers taking up jobs. Any background on the temporary worker program? Does this seem like a policy failure or is it the immigrants' fault that corporations are abusing their labor to save money? A+ reporting here, guys!
Identity Attack0.055673428
Insult0.24928534
Profanity0.027000591
Threat0.007754337
Severe Toxicity0.0063323975
Low Tox 0.2853768 Constructive 0.615
Jun 17, 2025 How Canada broke its immigration …
I resonate with the guy at 10:55. The Hispanics have most of the jobs here in Florida and they all speak Spanish among themselves at work, totally disrespecting you the English speaking American. I think …
I resonate with the guy at 10:55. The Hispanics have most of the jobs here in Florida and they all speak Spanish among themselves at work, totally disrespecting you the English speaking American. I think they intentionally do it with the hopes that employees from other races will quit. It's really, really bad here in Florida.
Identity Attack0.35624164
Insult0.08212569
Profanity0.039407436
Threat0.008285114
Severe Toxicity0.0074386597
Low Tox 0.2820025 Constructive 0.755
Oct 28, 2025 1 likes Why Canadians Are Turning Against …
I honestly feel bad for Canadians. What the Indians are doing to Canada is basically what the British did to India decades, maybe even centuries ago. I hope you guys get through this. I know …
I honestly feel bad for Canadians. What the Indians are doing to Canada is basically what the British did to India decades, maybe even centuries ago. I hope you guys get through this. I know you didn't ask for it.
Identity Attack0.316
Insult0.07523532
Profanity0.023994578
Threat0.010628296
Severe Toxicity0.0075912476
Low Tox 0.26293078 Constructive 0.598 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
This guy didn't do his research, toronto/ontario has many neighbours that might look dominated by one ethnic group.. I think we have more Asian deep pockets here than just Brampton has indians. U get bad …
This guy didn't do his research, toronto/ontario has many neighbours that might look dominated by one ethnic group.. I think we have more Asian deep pockets here than just Brampton has indians. U get bad apples in every single group in all levels and stages of life. Crime is worse from the up down.. next doc should be on the government ped stuff!!
Identity Attack0.27914262
Insult0.107333586
Profanity0.023106437
Threat0.0089712385
Severe Toxicity0.0062942505
Low Tox 0.2540519 Constructive 0.663 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
As a brown guy who is born and raised here, not every brown person is Indian. There are Guyanese, Trinidadians, Sri Lankans, Bengali, Nepali etc people that are in no way related, linguistically, culturally or …
As a brown guy who is born and raised here, not every brown person is Indian. There are Guyanese, Trinidadians, Sri Lankans, Bengali, Nepali etc people that are in no way related, linguistically, culturally or religiously to people from Punjab that have been here decades and respect the land, the culture and learn English. The majority of the mass migration as of late has come from one state in India. Many are good people, but many try to make Canada the home they left. Too bad the rest of us south asians and west indians are painted with this broad brush.
Identity Attack0.29188538
Insult0.07967083
Profanity0.035900343
Threat0.008401625
Severe Toxicity0.006904602
Low Tox 0.25084448 Constructive 0.762 Personal_Narrative
Feb 24, 2026 Inside Canada's Indian Invasion...
back to early 2000s, "bad guy label" was definatly on Chinese. How did Indians take over that labe so fast?
back to early 2000s, "bad guy label" was definatly on Chinese. How did Indians take over that labe so fast?
Identity Attack0.28034934
Insult0.08558089
Profanity0.03489832
Threat0.008738215
Severe Toxicity0.0059890747
Low Tox 0.24924077 Moderate Con 0.333 Identity_Assertion
Feb 3, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

Toxicity
— Rude, disrespectful, or unreasonable
Severe Toxicity
— Very hateful or aggressive
Identity Attack
— Targeting race, religion, gender, etc.
Insult
— Inflammatory or provocative language
Profanity
— Swear words or obscene language
Threat
— Intention to inflict pain or violence

Prosocial (7)

Affinity
— Agreement or shared understanding
Compassion
— Concern for others' wellbeing
Curiosity
— Desire to learn or understand more
Nuance
— Acknowledges complexity or multiple perspectives
Personal Story
— Shares personal experience
Reasoning
— Evidence-based or logical argumentation
Respect
— Politeness and consideration for others
Data sources: comment_perspective_scores, comment_embeddings, and view_comment_sentiment · Scores are probability values (0–1) from Google's Perspective API via Communalytic.